Inverse Diffusion Curves using Shape Optimization
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Abstract (arXiv)
The inverse diffusion curve problem focuses on automatic creation of diffusion curve images that resemble user provided color fields. This problem is challenging since the 1D curves have a nonlinear and global impact on resulting color fields via a partial differential equation (PDE). We introduce a new approach complementary to previous methods by optimizing curve geometry. In particular, we propose a novel iterative algorithm based on the theory of shape derivatives. The resulting diffusion curves are clean and well-shaped, and the final image closely approximates the input. Our method provides a user-controlled parameter to regularize curve complexity, and generalizes to handle input color fields represented in a variety of formats.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Oct 2016.
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Citing papers per year: 2022: 2; 2023: 4; 2024: 2; 2025: 2; 2026: 2.
12 papers.
- 2022Towards Layer-wise Image Vectorizationcited by 77
- 2024Layered Image Vectorization via Semantic Simplificationcited by 18
- 2023DualVector: Unsupervised Vector Font Synthesis with Dual-Part Representationcited by 16
- 2025LayerPeeler: Autoregressive Peeling for Layer-wise Image Vectorizationcited by 8
- 2023Image Vectorization: a Reviewcited by 7
- 2023Beyond Pixels: Exploring Human-Readable SVG Generation for Simple Images with Vision Language Modelscited by 7
- 20242D Neural Fields with Learned Discontinuitiescited by 2
- 2022Hierarchical Vectorization for Portrait Imagescited by 0
- 2023Optimize and Reduce: A Top-Down Approach for Image Vectorizationcited by 0
- 2025Clair Obscur: an Illumination-Aware Method for Real-World Image Vectorizationcited by 0
- 2026ProxyImg: Towards Highly-Controllable Image Representation via Hierarchical Disentangled Proxy Embeddingcited by 0
- 2026SemLayer: Semantic-aware Generative Segmentation and Layer Construction for Abstract Iconscited by 0
- 2026SemLayer: Semantic-aware Generative Segmentation and Layer Construction for Abstract Icons25 Mar 2026
- 2026ProxyImg: Towards Highly-Controllable Image Representation via Hierarchical Disentangled Proxy Embedding2 Feb 2026
- 2025Clair Obscur: an Illumination-Aware Method for Real-World Image Vectorization25 Nov 2025
- 2025LayerPeeler: Autoregressive Peeling for Layer-wise Image Vectorization29 May 2025
- 20242D Neural Fields with Learned Discontinuities15 Jul 2024
- 2024Layered Image Vectorization via Semantic Simplification8 Jun 2024
- 2023Optimize and Reduce: A Top-Down Approach for Image Vectorization18 Dec 2023
- 2023Beyond Pixels: Exploring Human-Readable SVG Generation for Simple Images with Vision Language Models27 Nov 2023
- 2023Image Vectorization: a Review10 Jun 2023
- 2023DualVector: Unsupervised Vector Font Synthesis with Dual-Part Representation17 May 2023
- 2022Towards Layer-wise Image Vectorization9 Jun 2022
- 2022Hierarchical Vectorization for Portrait Images24 May 2022